{"id":"W4223484243","doi":"10.14745/ccdr.v48i04a06","title":"Antibiotic prescribing for respiratory tract infection across a national primary care network in 2019","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; North York General Hospital; Ottawa Hospital; Queen's University; University of British Columbia","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Interquartile range; Respiratory tract infections; Bronchitis; Internal medicine; Primary care; Otitis; Asthma; Pediatrics; Emergency medicine; Family medicine; Respiratory system; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000582808,0.0001430056,0.0002621682,0.0000424968,0.001003181,0.00001469684,0.0002735858,0.00006911123,0.00005182466],"category_scores_gemma":[0.0001162745,0.0001566733,0.00009751519,0.0002012519,0.00008668601,0.00007651043,0.0002696025,0.0004035042,0.00000160898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100022,"about_ca_system_score_gemma":0.00360976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09749454,"about_ca_topic_score_gemma":0.2178566,"domain_scores_codex":[0.9984739,0.0002599644,0.0004171368,0.0002902201,0.0001257935,0.0004329269],"domain_scores_gemma":[0.9988796,0.0001652502,0.0002126462,0.000564771,0.0001278621,0.000049915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000704885,0.0004877464,0.8694606,0.000507388,0.0002103791,0.0007477499,0.0002789621,0.01438981,0.00223828,0.0004185168,0.1094639,0.001091785],"study_design_scores_gemma":[0.001164812,0.00005482243,0.5962605,0.0001293527,0.00004110664,0.00009160871,0.0004911881,0.00002359444,0.0001253432,0.00007047897,0.4012647,0.0002824393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960943,0.03419681,0.00002818351,0.000174534,0.001070994,0.0007098835,0.0005448579,0.00005038614,0.002281333],"genre_scores_gemma":[0.9961653,0.00006539912,0.00002555984,0.0006713177,0.00003781828,0.00004300212,0.001701736,0.00002244023,0.001267465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2918008,"threshold_uncertainty_score":0.9085153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839134226185553,"score_gpt":0.2604552828383017,"score_spread":0.2420639405764461,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}